{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import json\n",
    "import glob\n",
    "import math\n",
    "from collections import defaultdict\n",
    "import statistics\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "from pathlib import Path"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "json_dir = Path.cwd().parent / \"results\" / \"bias-evals\" / \"winobias\"\n",
    "eval_files_list = [Path(pth) for pth in glob.glob(f\"{str(json_dir)}/**/eval_results*.json\", recursive=True)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_data(eval_file_path):\n",
    "    with open(eval_file_path, 'r') as f:\n",
    "        data = json.loads(f.read())\n",
    "    eval_data = {}\n",
    "    eval_data[\"folder\"] = str(eval_file_path.parent.parts[0])\n",
    "    eval_data[\"file_name\"] = str(eval_file_path.name)\n",
    "    if \"config\" not in data.keys():\n",
    "        eval_data[\"iteration\"] = data[\"model_args\"][\"iteration\"]\n",
    "        eval_data[\"model_name\"] = list(data[\"model_args\"][\"config_files\"].keys())[0]\n",
    "        if eval_data[\"model_name\"].endswith(\"long\"):\n",
    "            eval_data[\"model_name\"] = \"1.4B-deduped\"\n",
    "    else:\n",
    "        eval_data[\"iteration\"] = data[\"config\"][\"model_args\"][\"iteration\"]\n",
    "        eval_data[\"model_name\"] = list(data[\"config\"][\"model_args\"][\"config_files\"].keys())[0][:-4]\n",
    "    eval_data[\"model_name\"] = \"pythia-\" + eval_data[\"model_name\"].upper()[:-8]\n",
    "    if str(eval_file_path).startswith(\"intervene\"):\n",
    "        if eval_data[\"folder\"].endswith(\"_7\"):\n",
    "            eval_data[\"model_name\"] += \"_int_7\"\n",
    "        elif eval_data[\"folder\"].endswith(\"_21\"):\n",
    "            eval_data[\"model_name\"] += \"_int_21\"\n",
    "    eval_data[\"templates\"] = tuple(set(data[\"table_results\"][res][\"prompt_name\"] for res in data[\"table_results\"].keys()))\n",
    "    eval_data[\"tasks\"] = tuple(set(data[\"table_results\"][res][\"task_name\"] for res in data[\"table_results\"].keys()))\n",
    "    dct = defaultdict(list)\n",
    "    for key, value in data[\"table_results\"].items():\n",
    "        task, template = key.split(\"+\")\n",
    "        dct[task].append((template, value[\"em\"], value[\"em_stderr\"]))\n",
    "        #dct[template].append((task, value[\"em\"], value[\"em_stderr\"]))\n",
    "    for template, value in dct.items():\n",
    "        inner_dict = {}\n",
    "        for task, em, em_stderr in value:\n",
    "            inner_dict[task] = (em, em_stderr)\n",
    "        dct[template] = inner_dict\n",
    "    eval_data[\"results\"] = dct\n",
    "    return eval_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_lst = [get_data(eval_file_path) for eval_file_path in eval_files_list]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "tasks = [\"wino_bias_type1_pro\", \"wino_bias_type1_anti\", \"wino_bias_type2_pro\", \"wino_bias_type2_anti\"]\n",
    "templates = [\"What does p stand for\", \"refers_to\"]\n",
    "model_sizes_dct = {\n",
    "#     \"70M\": \"Pythia 70M\",\n",
    "#     \"70M_int_7\": \"Intervention 70M\",\n",
    "    \"410M\": \"Pythia 410M\",\n",
    "    \"410M_int_7\": \"Intervention 410M\",\n",
    "    \"1.4B\": \"Pythia 1.4B\",\n",
    "    \"1.4B_int_7\": \"Intervention 1.4B\",\n",
    "    \"1.4B_int_21\": \"Long intervention 1.4B\",\n",
    "    \"6.9B\": \"Pythia 6.9B\",\n",
    "    \"6.9B_int_7\": \"Intervention 6.9B\",    \n",
    "    }\n",
    "model_sizes = list(model_sizes_dct.keys())\n",
    "main_iterations = sorted([eval[\"iteration\"] for eval in data_lst \n",
    "        if not eval[\"folder\"].startswith(\"intervene\")\n",
    "        and eval[\"model_name\"] == \"pythia-6.9B\"])\n",
    "int_iterations = sorted([133000] + [eval[\"iteration\"] for eval in data_lst \n",
    "        if eval[\"folder\"].startswith(\"intervene\")\n",
    "        and eval[\"model_name\"].startswith(\"pythia-6.9B\")])\n",
    "long_int_iterations = sorted([113000] + [eval[\"iteration\"] for eval in data_lst\n",
    "                               if eval[\"folder\"].startswith(\"intervene\")\n",
    "                               and eval[\"model_name\"].startswith(\"pythia-1.4B_int_21\")])\n",
    "long_1_4b_iterations = sorted(list(set(main_iterations + long_int_iterations)))\n",
    "iter_1_4b_percents = [float(\"{:.1f}\".format((iter / long_1_4b_iterations[-1]) * 100)) for iter in long_1_4b_iterations]\n",
    "iter_percents = [float(\"{:.1f}\".format((iter / main_iterations[-1]) * 100)) for iter in main_iterations]\n",
    "iter_percents_int_7 = [float(\"{:.1f}\".format((iter / int_iterations[-1]) * 100)) for iter in int_iterations]\n",
    "iter_percents_int_21 = [float(\"{:.1f}\".format((iter / long_int_iterations[-1]) * 100)) for iter in long_int_iterations]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def eval_model_size(model_size):\n",
    "    # return dict is a dict of dicts, where the first keys are the iterations\n",
    "    # and the second keys are \"type1\" and \"type2\"\n",
    "    proc_dct = {}\n",
    "    final_results = {}\n",
    "    for eval in data_lst:\n",
    "        iteration = eval[\"iteration\"]\n",
    "        proc_dct[iteration] = {\n",
    "            task: {} for task in tasks\n",
    "        }\n",
    "        if eval[\"model_name\"] == f\"pythia-{model_size}\":\n",
    "            for task, result_dct in eval[\"results\"].items():\n",
    "                mean = statistics.fmean([result_dct[template][0] for template in templates])\n",
    "                std = math.sqrt(statistics.mean([result_dct[template][1]**2 for template in templates]))\n",
    "                proc_dct[iteration][task] = (mean, std)\n",
    "            type1_diff = proc_dct[iteration][\"wino_bias_type1_pro\"][0] - proc_dct[iteration][\"wino_bias_type1_anti\"][0]\n",
    "            # Std of difference is sqrt(sum of variances)\n",
    "            type1_err = math.sqrt(proc_dct[iteration][\"wino_bias_type1_pro\"][1]**2 + proc_dct[iteration][\"wino_bias_type1_anti\"][1]**2)\n",
    "            type1_pro, type1_anti = proc_dct[iteration][\"wino_bias_type1_pro\"][0], proc_dct[iteration][\"wino_bias_type1_anti\"][0]\n",
    "            type2_diff = proc_dct[iteration][\"wino_bias_type2_pro\"][0] - proc_dct[iteration][\"wino_bias_type2_anti\"][0]\n",
    "            type2_err = math.sqrt(proc_dct[iteration][\"wino_bias_type2_pro\"][1]**2 + proc_dct[iteration][\"wino_bias_type2_anti\"][1]**2)\n",
    "            type2_pro, type2_anti = proc_dct[iteration][\"wino_bias_type2_pro\"][0], proc_dct[iteration][\"wino_bias_type2_anti\"][0]\n",
    "            type1 = (type1_diff, type1_err, type1_pro, type1_anti)\n",
    "            type2 = (type2_diff, type2_err, type2_pro, type2_anti)\n",
    "            final_results[iteration] = {\n",
    "                \"type1\": type1,\n",
    "                \"type2\": type2 \n",
    "            }\n",
    "    return final_results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "all_results = {size: eval_model_size(size) for size in model_sizes}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_lists_for_plotting(model_size, type):\n",
    "    res_lists = {\n",
    "        \"diffs\": [],\n",
    "        \"errs\": [],\n",
    "        \"pro\": [],\n",
    "        \"anti\": [],\n",
    "    }\n",
    "    if model_size == \"1.4B\":\n",
    "        iterations = sorted(list(set(main_iterations + long_int_iterations)))\n",
    "    elif model_size.endswith(\"int_7\"):\n",
    "        iterations = int_iterations\n",
    "    elif model_size.endswith(\"int_21\"):\n",
    "        iterations = long_int_iterations\n",
    "    else:\n",
    "        iterations = main_iterations\n",
    "    for i, iteration in enumerate(iterations):\n",
    "        if i == 0 and model_size.endswith(\"int_21\"):\n",
    "            diff, err, pro_em, anti_em = all_results[model_size.split(\"_int_21\")[0]][iteration][type]\n",
    "        elif i == 0 and model_size.endswith(\"int_7\"):\n",
    "            diff, err, pro_em, anti_em = all_results[model_size.split(\"_int_7\")[0]][iteration][type]\n",
    "        else:\n",
    "            diff, err, pro_em, anti_em = all_results[model_size][iteration][type]\n",
    "        res_lists[\"diffs\"].append(diff)\n",
    "        res_lists[\"errs\"].append(err)\n",
    "        res_lists[\"pro\"].append(pro_em)\n",
    "        res_lists[\"anti\"].append(anti_em)\n",
    "    return res_lists"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0.98, 'Winobias Across Scale')"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1368x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# PYTHIA V1.1 PLOTS\n",
    "fig, ax = plt.subplots(1, 2, figsize=(19, 8))\n",
    "colours = {\n",
    "        # \"70M\": \"C0\",\n",
    "        \"410M\": \"C1\",\n",
    "        \"1.4B\": \"C2\",\n",
    "        \"6.9B\": \"C3\",\n",
    "    }\n",
    "for size in model_sizes:\n",
    "    plot_percents = iter_percents if size != \"1.4B\" else iter_1_4b_percents\n",
    "    if size.endswith(\"int_7\") or size.endswith(\"int_21\"):\n",
    "        continue\n",
    "    type1 = get_lists_for_plotting(size, \"type1\")\n",
    "    type2 = get_lists_for_plotting(size, \"type2\")\n",
    "    pro = np.mean([type1[\"pro\"], type2[\"pro\"]], axis=0)\n",
    "    anti = np.mean([type1[\"anti\"], type2[\"anti\"]], axis=0)\n",
    "    diff = pro - anti\n",
    "    ax[0].plot(plot_percents, diff, label=model_sizes_dct[size], color=colours[size.split(\"_\")[0]])\n",
    "    ax[1].plot(plot_percents, np.mean([pro, anti], axis=0), label=model_sizes_dct[size], color=colours[size.split(\"_\")[0]])\n",
    "\n",
    "ax[0].plot(iter_percents, [0 for _ in iter_percents], linestyle=\":\", color=\"black\", label=\"No Bias\")\n",
    "\n",
    "for i in range(len(ax)):\n",
    "    ax[i].set_xlabel(\"Training Data (%)\", fontsize=13)\n",
    "    if i == 0:\n",
    "        ax[i].legend()\n",
    "        ax[i].set_ylabel(\"Pro - anti\", fontsize=13)\n",
    "        metric_str = \"Bias\"\n",
    "    else:\n",
    "        ax[i].legend()\n",
    "        ax[1].set_ylabel(\"Exact Match Accuracy\", fontsize=13)\n",
    "        metric_str = \"Accuracy\"\n",
    "    ax[i].title.set_text(f'{metric_str}')\n",
    "    ax[i].title.set_fontsize(14)\n",
    "    ax[i].set_xlim(0, 100)\n",
    "\n",
    "fig.suptitle(\"Winobias Across Scale\", fontsize=18)\n",
    "#fig.savefig(\"winobias_scale.pdf\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1080x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# PYTHIA V1.1 PLOTS\n",
    "fig, ax = plt.subplots(1, 2, figsize=(15, 7))\n",
    "for size in model_sizes:\n",
    "    # if size.startswith(\"6.9B\") or size.startswith(\"410M\"):\n",
    "    #     continue\n",
    "    type1 = get_lists_for_plotting(size, \"type1\")\n",
    "    type2 = get_lists_for_plotting(size, \"type2\")\n",
    "    pro = np.mean([type1[\"pro\"], type2[\"pro\"]], axis=0)\n",
    "    anti = np.mean([type1[\"anti\"], type2[\"anti\"]], axis=0)\n",
    "    diff = pro - anti\n",
    "    percents = iter_percents if size != \"1.4B\" else iter_1_4b_percents\n",
    "    if size.endswith(\"int_7\"):\n",
    "        percents = iter_percents_int_7\n",
    "    elif size.endswith(\"int_21\"):\n",
    "        percents = iter_percents_int_21\n",
    "    linestyle = \"solid\"\n",
    "    colours = {\n",
    "        \"410M\": \"C0\",\n",
    "        \"1.4B\": \"C3\",\n",
    "        \"6.9B\": \"C2\",\n",
    "    }\n",
    "    linewidth = 1.5\n",
    "    label = \" \".join(model_sizes_dct[size].split(\"_\"))\n",
    "    if size.endswith(\"int_7\"):\n",
    "        linestyle = \"dashed\"\n",
    "        linewidth = 2.0\n",
    "    if size.endswith(\"int_21\"):\n",
    "        linestyle = \"dotted\"\n",
    "        linewidth = 2.0\n",
    "    ax[0].plot(percents, diff, label=label, linestyle=linestyle, linewidth=linewidth,\n",
    "                  color=colours[size.split(\"_\")[0]])\n",
    "    ax[1].plot(percents, np.mean([pro, anti], axis=0), label=label,  linewidth=linewidth,\n",
    "                  linestyle=linestyle, color=colours[size.split(\"_\")[0]])\n",
    "\n",
    "ax[0].plot(iter_percents, [0 for _ in iter_percents], linestyle=\":\", color=\"black\", label=\"No Bias\")\n",
    "ax[0].set_xlabel(\"Training Data (%)\", fontsize=13)\n",
    "ax[0].legend(loc=(0.025, 0.07))\n",
    "ax[0].set_ylabel(\"Net Bias\", fontsize=13)\n",
    "metric_str = \"Bias\"\n",
    "ax[0].set_xlim(79, 100)\n",
    "\n",
    "ax[1].set_xlabel(\"Training Data (%)\", fontsize=13)\n",
    "ax[1].legend() #loc=(0.30, 0.71))\n",
    "ax[1].set_ylabel(\"Exact Match Accuracy (avg)\", fontsize=13)\n",
    "metric_str = \"Accuracy\"\n",
    "ax[1].set_xlim(79, 100)\n",
    "\n",
    "fig.savefig(\"winobias_scale_final.pdf\", bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(79.0, 100.0)"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 720x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# PYTHIA V1.1 PLOTS\n",
    "fig, ax = plt.subplots(1, 1, figsize=(10, 7))\n",
    "for size in model_sizes[2:]:\n",
    "    type1 = get_lists_for_plotting(size, \"type1\")\n",
    "    type2 = get_lists_for_plotting(size, \"type2\")\n",
    "    pro = np.mean([type1[\"pro\"], type2[\"pro\"]], axis=0)\n",
    "    anti = np.mean([type1[\"anti\"], type2[\"anti\"]], axis=0)\n",
    "    diff = pro - anti\n",
    "    percents = iter_percents if size != \"1.4B\" else iter_1_4b_percents\n",
    "    if size.endswith(\"int_7\"):\n",
    "        percents = iter_percents_int_7\n",
    "    elif size.endswith(\"int_21\"):\n",
    "        percents = iter_percents_int_21\n",
    "    linestyle = \"solid\"\n",
    "    colours = {\n",
    "        \"410M\": \"C0\",\n",
    "        \"1.4B\": \"C3\",\n",
    "        \"6.9B\": \"C2\",\n",
    "    }\n",
    "    if size.endswith(\"int_7\"):\n",
    "        linestyle = \"dashed\"\n",
    "    if size.endswith(\"int_21\"):\n",
    "        linestyle = \"dotted\"\n",
    "    ax.plot(percents, diff, label=model_sizes_dct[size], linestyle=linestyle,\n",
    "                  color=colours[size.split(\"_\")[0]])\n",
    "\n",
    "ax.plot(iter_percents, [0 for _ in iter_percents], linestyle=\":\", color=\"black\", label=\"No Bias\")\n",
    "ax.set_xlabel(\"Training Data (%)\", fontsize=13)\n",
    "ax.legend(loc=(0.025, 0.07))\n",
    "ax.set_ylabel(\"Net Bias\", fontsize=13)\n",
    "metric_str = \"Bias\"\n",
    "ax.set_xlim(79, 100)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 864x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# PYTHIA V1.0 PLOTS\n",
    "fig, ax = plt.subplots(1, 2, figsize=(12, 5))\n",
    "for size in model_sizes:\n",
    "    type1 = get_lists_for_plotting(size, \"type1\")\n",
    "    type2 = get_lists_for_plotting(size, \"type2\")\n",
    "    pro = np.mean([type1[\"pro\"], type2[\"pro\"]], axis=0)\n",
    "    anti = np.mean([type1[\"anti\"], type2[\"anti\"]], axis=0)\n",
    "    diff = pro - anti\n",
    "    ax[0].plot(iter_percents, diff, label=model_sizes_dct[size])\n",
    "    ax[1].plot(iter_percents, np.mean([pro, anti], axis=0), label=model_sizes_dct[size])\n",
    "\n",
    "ax[0].plot(iter_percents, [0 for _ in iter_percents], linestyle=\":\", color=\"black\", label=\"No Bias\")\n",
    "\n",
    "for i in range(len(ax)):\n",
    "    ax[i].set_xlabel(\"Training Data (%)\", fontsize=13)\n",
    "    if i == 0:\n",
    "        ax[i].legend(loc=(0.30, 0.71))\n",
    "        ax[i].set_ylabel(\"Pro - anti\", fontsize=13)\n",
    "        metric_str = \"Bias\"\n",
    "    else:\n",
    "        ax[i].legend(loc=\"lower center\")\n",
    "        ax[1].set_ylabel(\"Exact Match Accuracy\", fontsize=13)\n",
    "        metric_str = \"Accuracy\"\n",
    "    ax[i].title.set_text(f'{metric_str} Across Scale')\n",
    "    ax[i].title.set_fontsize(14)\n",
    "    ax[i].set_xlim(0, 14)\n",
    "\n",
    "fig.suptitle(\"Winobias Across Scale\", fontsize=15)\n",
    "for i in range(len(ax)):\n",
    "    ax[i].set_xlim(0, 14)\n",
    "fig.savefig(\"winobias_scale.pdf\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1200x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# PYTHIA V1.0 PLOTS\n",
    "fig, ax = plt.subplots(1, 2, figsize=(12, 5))\n",
    "for size in [\"350M\", \"350M_int_7\", \"1.3B\", \"1.3B_int_7\", \"1.3B_int_21\", \"6.7B\", \"6.7B_int_7\"]:\n",
    "    type1 = get_lists_for_plotting(size, \"type1\")\n",
    "    type2 = get_lists_for_plotting(size, \"type2\")\n",
    "    pro = np.mean([type1[\"pro\"], type2[\"pro\"]], axis=0)\n",
    "    anti = np.mean([type1[\"anti\"], type2[\"anti\"]], axis=0)\n",
    "    diff = pro - anti\n",
    "    percents = iter_percents\n",
    "    if size.endswith(\"int_7\"):\n",
    "        percents = iter_percents_int_7\n",
    "    elif size.endswith(\"int_21\"):\n",
    "        percents = iter_percents_int_21\n",
    "    linestyle = \"solid\"\n",
    "    colours = {\n",
    "        \"19M\": \"C4\",\n",
    "        \"350M\": \"C3\",\n",
    "        \"1.3B\": \"C6\",\n",
    "        \"6.7B\": \"C5\",\n",
    "    }\n",
    "    label = \" \".join(model_sizes_dct[size].split(\"_\"))\n",
    "    if size.endswith(\"int_7\"):\n",
    "        linestyle = \"dashed\"\n",
    "    if size.endswith(\"int_21\"):\n",
    "        linestyle = \"dotted\"\n",
    "    ax[0].plot(percents, diff, label=label, linestyle=linestyle,\n",
    "                  color=colours[size.split(\"_\")[0]])\n",
    "    ax[1].plot(percents, np.mean([pro, anti], axis=0), label=label, \n",
    "                  linestyle=linestyle, color=colours[size.split(\"_\")[0]])\n",
    "\n",
    "ax[0].plot(iter_percents, [0 for _ in iter_percents], linestyle=\":\", color=\"black\", label=\"No Bias\")\n",
    "ax[0].set_xlabel(\"Training Data (%)\", fontsize=13)\n",
    "ax[0].legend() #loc=(0.30, 0.71))\n",
    "ax[0].set_ylabel(\"Net Bias\", fontsize=13)\n",
    "metric_str = \"Bias\"\n",
    "#ax[0].title.set_text(f'{metric_str} Across Scale')\n",
    "#ax[0].title.set_fontsize(14)\n",
    "ax[0].set_xlim(79, 100)\n",
    "\n",
    "ax[1].set_xlabel(\"Training Data (%)\", fontsize=13)\n",
    "#ax[1].legend() #loc=(0.30, 0.71))\n",
    "ax[1].set_ylabel(\"Exact Match Accuracy (avg)\", fontsize=13)\n",
    "metric_str = \"Accuracy\"\n",
    "#ax[1].title.set_text(f'{metric_str} Across Scale (avg)')\n",
    "#ax[1].title.set_fontsize(14)\n",
    "ax[1].set_xlim(0, 100)\n",
    "\n",
    "#fig.savefig(\"winobias_scale_final.pdf\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# PYTHIA V1.0 PLOTS\n",
    "fig, ax = plt.subplots((1, 2))\n",
    "for size in [\"350M\", \"350M_int_7\", \"1.3B\", \"1.3B_int_7\", \"1.3B_int_21\", \"6.7B\", \"6.7B_int_7\"]:\n",
    "    type1 = get_lists_for_plotting(size, \"type1\")\n",
    "    type2 = get_lists_for_plotting(size, \"type2\")\n",
    "    pro = np.mean([type1[\"pro\"], type2[\"pro\"]], axis=0)\n",
    "    anti = np.mean([type1[\"anti\"], type2[\"anti\"]], axis=0)\n",
    "    diff = pro - anti\n",
    "    percents = iter_percents\n",
    "    if size.endswith(\"int_7\"):\n",
    "        percents = iter_percents_int_7\n",
    "    elif size.endswith(\"int_21\"):\n",
    "        percents = iter_percents_int_21\n",
    "    linestyle = \"solid\"\n",
    "    colours = {\n",
    "        \"350M\": \"C3\",\n",
    "        \"1.3B\": \"C6\",\n",
    "        \"6.7B\": \"C5\",\n",
    "    }\n",
    "    if size.endswith(\"int_7\"):\n",
    "        linestyle = \"dashed\"\n",
    "    if size.endswith(\"int_21\"):\n",
    "        linestyle = \"dotted\"\n",
    "    ax.plot(percents, diff, label=model_sizes_dct[size], linestyle=linestyle,\n",
    "                  color=colours[size.split(\"_\")[0]])\n",
    "\n",
    "ax.plot(iter_percents, [0 for _ in iter_percents], linestyle=\":\", color=\"black\", label=\"No Bias\")\n",
    "ax.set_xlabel(\"Training Data (%)\", fontsize=13)\n",
    "ax.legend(loc=\"lower left\")\n",
    "ax.set_ylabel(\"Net Bias\", fontsize=13)\n",
    "metric_str = \"Bias\"\n",
    "ax.set_xlim(79, 100)\n",
    "\n",
    "fig.savefig(\"winobias_scale_final.pdf\")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "sd-inference",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.12"
  },
  "orig_nbformat": 4,
  "vscode": {
   "interpreter": {
    "hash": "e778528f9fce962b017011550321a78010fffdf0832f3ad520d378b9bdbc0c69"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
